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ModelOriented · Jul 26, 2021 · a8fdd74 · a8fdd74
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diff --git a/NEWS.md b/NEWS.md
@@ -44,7 +44,7 @@
 * Automated checks for residuals are added. See the `check_residuals()` function.
 
 # auditor 0.3.1
-* Repository with the `auditor` package was moved to new GitHub organization ([MI^2 DataLab](https://github.com/MI2DataLab/auditor)).
+* Repository with the `auditor` package was moved to new GitHub organization ([MI^2 DataLab](https://github.com/MI2DataLab)).
 
 # auditor 0.3.0
 * New five vignettes with examples.

diff --git a/R/auditorData.R b/R/auditorData.R
@@ -1,4 +1,4 @@
-#' Artifficial auditorData
+#' Artificial auditorData
 #'
 #' The auditor Data is an artificial data set.
 #' It consists of 2000 observations.

diff --git a/inst/CITATION b/inst/CITATION
@@ -3,7 +3,7 @@ bibentry(bibtype = "Article",
   title = "auditor: an R Package for Model-Agnostic Visual Validation and Diagnostics",
   year = "2019",
   journal = "The R Journal",
-  url = {"https://journal.r-project.org/archive/2019/RJ-2019-036"},
+  url = {"https://journal.r-project.org/archive/2019/RJ-2019-036/"},
   pages = "85--98",
   volume = "11",
   number = "2",

diff --git a/man/auditorData.Rd b/man/auditorData.Rd
diff --git a/vignettes/model_performance_audit.Rmd b/vignettes/model_performance_audit.Rmd
@@ -18,7 +18,7 @@ knitr::opts_chunk$set(message = FALSE)
 
 ## Data
 
-To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/pbiecek/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem). 
+To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/ModelOriented/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem). 
 
 ```{r}
 library(DALEX)

diff --git a/vignettes/model_residuals_audit.Rmd b/vignettes/model_residuals_audit.Rmd
@@ -32,7 +32,7 @@ Most methods provided in auditor package are model-agnostic, what means that the
 
 Use case - predicting a length of life
 
-To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/pbiecek/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem).
+To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/ModelOriented/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem).
 
 
 ```{r}

diff --git a/vignettes/observation_influence_audit.Rmd b/vignettes/observation_influence_audit.Rmd
@@ -20,7 +20,7 @@ Observation influence audit, i.e. the impact of individual observation on a mode
 
 ## Data
 
-To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/pbiecek/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem). 
+To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/ModelOriented/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem). 
 
 
 ```{r}
-Original file line number
+Diff line change
@@ Expand Up / @@ -18,7 +18,7 @@ knitr::opts_chunk$set(message = FALSE) @@
     ## Data
-    To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/pbiecek/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem).
+    To illustrate application of `auditor` we will use dataset "dragons" available in the [`DALEX`](https://github.com/ModelOriented/DALEX) package. The dataset contains characteristics of fictional creatures (dragons), like year of birth, height, weight, etc (see below). The goal is to predict the length of life of dragons (a regression problem).
     ```{r}
     library(DALEX)
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